Integrating IoT Data Streams with Machine Learning for Predictive Maintenance in Industrial Systems

SJ Gami, SN Jain - … Journal of Sustainable Development Through AI, ML …, 2024 - ijsdai.com
This research paper investigates the integration of Internet of Things (IoT) data streams with
machine learning algorithms to enable predictive maintenance in industrial systems. As …

A Proposed Roadmap for Optimizing Predictive Maintenance of Industrial Equipment.

M Eddarhri, M Hain, J Adib… - International Journal of …, 2023 - search.ebscohost.com
Now-a-days, the maintenance management of industrial equipment, particularly in the
aeronautical industry, has evolved into a substantial challenge and a critical concern for the …

[PDF][PDF] Internet of Things and Data Analytics for Predictive Maintenance in Industry 4.0, A Review

M Soori, FKG Jough, R Dastres, B Arezoo - researchgate.net
Through the integration of data analytics and the Internet of Things (IoT), predictive
maintenance in Industry 4.0 has significantly improved how businesses maintain their assets …

Predictive Analysis of Outages and Enhanced Network Optimization for Industrial IoT System

G Anurag, C Akshay, A Menon, N Akshitha… - … Conference on Smart …, 2024 - Springer
Industry 4.0 has transformed traditional manufacturing processes by enabling real-time data
collection, analysis, and decision-making through the integration of Industrial Internet of …

[PDF][PDF] An Integrated Approach to Predictive Maintenance Using IoT and Machine Learning in Manufacturing

S Tatineni - International Journal of Electrical Engineering and …, 2020 - researchgate.net
This article explores the integration of IoT and machine learning for predictive maintenance
in manufacturing. The combined approach utilizes real-time data from IoT sensors to feed …

A machine learning approach in predictive maintenance in the IoT enabled industry 4.0

S Madasamy, BP Shankar, RK Yadav… - … on Smart Electronics …, 2023 - ieeexplore.ieee.org
Predictive maintenance using machine learning is a powerful technique for industries
seeking to enhance their operations with minimize downtime. In an IoT-enabled Industry 4.0 …

Integrating Big Data Analytics and Machine Learning for Predictive Maintenance within Industrial IoT Frameworks

A Gandhi - 2023 International Conference on Communication …, 2023 - ieeexplore.ieee.org
With the proliferation of Industrial Internet of Things (IIoT) devices, there is an unprecedented
growth in the volume, velocity, and variety of data generated from diverse sources. This …

Predictive Maintenance in IoT-Enabled Systems using Machine Learning and AI Techniques

R Kour - Transaction on Recent Developments in Industrial IoT, 2023 - journals.threws.com
With the proliferation of Internet of Things (IoT) technology across various industries, the
concept of predictive maintenance has emerged as a crucial paradigm for ensuring the …

[PDF][PDF] Improving Predictive Maintenance in Industrial Environments via IIoT and Machine Learning.

SO Alhuqayl, AT Alenazi… - … Journal of Advanced …, 2024 - researchgate.net
Optimizing maintenance procedures is essential in today's industrial settings to reduce
downtime and increase operational effectiveness. To improve predictive maintenance in …

Predictive Analytics for Proactive Maintenance in Industrial IoT Applications

AJM Rani, B Yasotha, P Sevanthi… - 2023 7th …, 2023 - ieeexplore.ieee.org
Industrial Internet of Things (IIoT) enabled predictive analytics have enabled the
manufacturing sector to transition from reactive to proactive maintenance. This article …